{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "def draw_loss(filepath):\n",
    "    import matplotlib.pyplot as plt\n",
    "    loss_list = list(np.load(filepath))\n",
    "    plt.plot(list(range(1, len(loss_list) + 1)), loss_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 其他试验"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 实验-1\n",
    "损失函数：$loss = loss_{one-hot}  + loss_{information-entropy} * 5 + loss_{active} * 0.1 + loss_{kd}$\n",
    "\n",
    "生成器优化器：Adam(lr = 0.2)\n",
    "\n",
    "lr_scheduler：CosineAnnealingWarm(T_0 = 5, T_mult = 2)\n",
    "\n",
    "学生网络优化器：Adam(lr = 2e-3)\n",
    "\n",
    "lr_scheduler：CosineAnnealingWarm(T_0 = 5, T_mult = 2\n",
    "\n",
    "epoch = 100\n",
    "\n",
    "oh = 1, ie = 5, a = 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "ename": "FileNotFoundError",
     "evalue": "[Errno 2] No such file or directory: 'cache/models//student_epoch_100.npy'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mFileNotFoundError\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-8-8495dc4a290d>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdraw_loss\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'cache/models//student_epoch_100.npy'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m<ipython-input-7-2d42929116e8>\u001b[0m in \u001b[0;36mdraw_loss\u001b[0;34m(filepath)\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mdraw_loss\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m     \u001b[0;32mimport\u001b[0m \u001b[0mmatplotlib\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpyplot\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m     \u001b[0mloss_list\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mload\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      6\u001b[0m     \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlist\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mloss_list\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m+\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mloss_list\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/home/ubuntu/anaconda3/envs/torch-1.7/lib/python3.6/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mload\u001b[0;34m(file, mmap_mode, allow_pickle, fix_imports, encoding)\u001b[0m\n\u001b[1;32m    414\u001b[0m             \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    415\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 416\u001b[0;31m             \u001b[0mfid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstack\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0menter_context\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mos_fspath\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfile\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m\"rb\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    417\u001b[0m             \u001b[0mown_fid\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    418\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mFileNotFoundError\u001b[0m: [Errno 2] No such file or directory: 'cache/models//student_epoch_100.npy'"
     ]
    }
   ],
   "source": [
    "draw_loss('cache/models//student_epoch_100.npy')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 试验-2\n",
    "加了个硬损失loss_kd_h = self.criterion(self.student(gen_img.detach()), pseudo_labels)\n",
    "\n",
    "loss = loss_onehot * self.oh + loss_information_entropy * self.ie + loss_active * self.a + loss_kd + loss_kd_h"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_loss('cache/models/student/student_epoch_200.npy')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DFAD试验记录"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## mnist\n",
    "\n",
    "LeNet5教师网络不能用Adam优化，不然loss曲线会非常陡峭，也有可能是weight_decay的缘故。\n",
    "lr=0.1,weight_decay=5e-4时"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "epochs=40,bs=512,epoch_itrs=50\n",
    "\n",
    "教师网络：\n",
    "* LeNet5\n",
    "* Adam()\n",
    "* 准确率：99.24%(ep=12)\n",
    "\n",
    "学生网络：\n",
    "* LeNet5Half\n",
    "* 准确率：94.01%(epoch=20),92.83%,91.89%,89.95%,95.71%\n",
    "* 损失：F.l1_loss()\n",
    "* SGD(lr=0.01, weight_decay=1e-4, momentum=0.9)\n",
    "\n",
    "生成器：\n",
    "* GenerarorA\n",
    "* 损失：-F.l1_loss()\n",
    "* Adam(lr=1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/LeNet5Half_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/2LeNet5Half_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/2GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/3LeNet5Half_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/3GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/4LeNet5Half_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/4GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/5LeNet5Half_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/5GeneratorA_loss_40.npy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "epochs=40,bs=512,epoch_itrs=50\n",
    "\n",
    "教师网络(作者提供)：\n",
    "* LeNet5\n",
    "* 准确率：98.95%(ep=10)\n",
    "* SGD\n",
    "\n",
    "学生网络：\n",
    "* LeNet5Half\n",
    "* 准确率：98.39%(ep=15)\n",
    "* 损失：F.l1_loss()\n",
    "* SGD(lr=0.01, weight_decay=1e-4, momentum=0.9)\n",
    "* \n",
    "\n",
    "生成器：\n",
    "* GenerarorA\n",
    "* 损失：-F.l1_loss()\n",
    "* Adam(lr=1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/6GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/6LeNet5Half_loss_40.npy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "teacher:\n",
    "* 准确率：99.24%(ep=12)\n",
    "* SGD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/7GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/7LeNet5Half_loss_40.npy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "teacher:\n",
    "* LeNet5\n",
    "* 准确率：98.94%(ep=12)\n",
    "* SGD(lr=0.1,weight_decay=5e-4)\n",
    "\n",
    "student\n",
    "68.91%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/8GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/8LeNet5Half_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/9GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/9LeNet5Half_loss_40.npy\")\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "teacher:\n",
    "* LeNet5\n",
    "* 准确率：98.91%(ep=8)\n",
    "* SGD(lr=0.01,weight_decay=1e-4)\n",
    "\n",
    "student:\n",
    "* 98.08%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/10GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/10LeNet5Half_loss_40.npy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "teacher:\n",
    "* LeNet5\n",
    "* 准确率：98.77%(ep=10)\n",
    "* SGD(lr=0.01,weight_decay=1e-4)\n",
    "\n",
    "student:\n",
    "* 98.20%,98.18%,98.19%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/11GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/11LeNet5Half_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/11_bGeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/11_bLeNet5Half_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/11_cGeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/11_cLeNet5Half_loss_40.npy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "teacher:\n",
    "* LeNet5\n",
    "* 准确率：99.15%(ep=13)\n",
    "* SGD(lr=0.01,weight_decay=1e-4)\n",
    "\n",
    "student:\n",
    "* 98.130%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/12GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/12LeNet5Half_loss_40.npy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Teacher(作者提供)\n",
    "* 99.10%(ep=24)\n",
    "* lr恒定\n",
    "\n",
    "student\n",
    "* 98.45%\n",
    "* 98.140%,from ep39\n",
    "* 98.250%,from ep22\n",
    "* 98.36%,from ep39"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/13GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/13LeNet5Half_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/13_bGeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/13_bLeNet5Half_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/13_cGeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/13_cLeNet5Half_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/13_dGeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/13_dLeNet5Half_loss_40.npy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Teacher\n",
    "* 99.06%(ep=17)\n",
    "* lr恒定\n",
    "\n",
    "Student:\n",
    "* 98.24%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX8AAAD4CAYAAAAEhuazAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAhn0lEQVR4nO3dfZQddZ3n8ff3PvRDutPpPHSa0AkkQBABkYcs8uCiKyKBZQXPqAPHI+hwJuMMzjiyswrrntWdXY7O6vrAGYXDCAMqioyDQ/TgQAywjmcFSQBDwmPzkIcmJJ1HkvTjvfe7f/x+t/um6YRO+nbX7dTndVKnqn5Vt+p7q3O/v1/9qm5dc3dERCRdMkkHICIik0/JX0QkhZT8RURSSMlfRCSFlPxFRFIol3QAYzFnzhxfuHBh0mGIiEwpq1ev3ububaMtmxLJf+HChaxatSrpMEREphQzW3+gZer2ERFJISV/EZEUUvIXEUkhJX8RkRRS8hcRSSElfxGRFFLyFxFJoSM7+ffthke/BptWJx2JiEhNObKTv5fg0a/Cht8lHYmISE05spN/Qytk62DvlqQjERGpKUd28jeD5nbY1510JCIiNeXITv4AzXPV8hcRGeHIT/5Nc2Hv1qSjEBGpKUd+8lfLX0TkLVKQ/NuhZzuUiklHIiJSM1KQ/OeGWz73bUs6EhGRmpGO5A/q+hERqZCC5N8exvt00VdEpGzMyd/M7jCzrWa2tqLs62b2vJmtMbOfm1lrxbIbzazTzF4ws4srypfGsk4zu6Fq7+RAmuLPV+qOHxGRIYfS8r8TWDqibAVwqrufBrwI3AhgZicDVwKnxNd8z8yyZpYFvgtcApwMXBXXnTjllr+6fUREhow5+bv7b4AdI8oecvdCnH0MmB+nLwfucfd+d38V6ATOjkOnu7/i7gPAPXHdiVPfDPkm2Ktv+YqIlFWzz/9PgF/F6Q5gY8WyTbHsQOVvYWbLzGyVma3q7h5n4m5uU8tfRKRCVZK/mX0JKAB3V2N7AO5+m7svcfclbW1t49tYc7uSv4hIhdx4N2BmnwIuAy50d4/FXcCCitXmxzIOUj5xmufCtpcmfDciIlPFuFr+ZrYU+ALwYXfvqVi0HLjSzOrNbBGwGPg98ASw2MwWmVkd4aLw8vHEMCZq+YuI7GfMLX8z+wnwfmCOmW0Cvky4u6ceWGFmAI+5+2fcfZ2Z3Qs8S+gOus7di3E7nwUeBLLAHe6+rorvZ3RNc6F3JxQGIFc34bsTEal1Y07+7n7VKMW3H2T9m4CbRil/AHhgrPutivK3fPd1w4xRry+LiKTKkf8NX9C9/iIiI6Qk+Zef76Nv+YqIQNqSv57vIyICpCX5N+nJniIildKR/PMNUD9D3T4iIlE6kj/En3NU8hcRgVQl/3YlfxGRKEXJXw93ExEpS1HyV8tfRKQsRcl/LgzsgYGet19XROQIl6Lkr9/yFREpS0/yb9K3fEVEytKT/PWIBxGRISlK/nq4m4hIWXqSf9OcMFbLX0QkRck/m4dps3XBV0SEQ0j+ZnaHmW01s7UVZbPMbIWZvRTHM2O5mdnNZtZpZmvM7MyK11wT13/JzK6p7tt5G7rXX0QEOLSW/53A0hFlNwAr3X0xsDLOA1xC+N3excAy4BYIlQXh5x/fA5wNfLlcYUyKJn3LV0QEDiH5u/tvgB0jii8H7orTdwFXVJT/wIPHgFYzmwdcDKxw9x3uvhNYwVsrlImjlr+ICDD+Pv92d98cp98A4i01dAAbK9bbFMsOVP4WZrbMzFaZ2aru7u5xhhmVn+zpXp3tiYhMUVW74OvuDlQtq7r7be6+xN2XtLW1VWejzXOh0Av9e6qzPRGRKWq8yX9L7M4hjst9Kl3Agor15seyA5VPjqFHPFTpTEJEZIoab/JfDpTv2LkGuL+i/Op41885wO7YPfQg8CEzmxkv9H4olk2OZv2co4gIQG6sK5rZT4D3A3PMbBPhrp2vAfea2bXAeuDjcfUHgEuBTqAH+DSAu+8ws/8JPBHX+1t3H3kReeLoW74iIsAhJH93v+oAiy4cZV0HrjvAdu4A7hjrfqtq6OFu6vYRkXRLzzd8AabNAsuq5S8iqZeu5J/J6oteIiKkLflD/C1ffdFLRNIthcm/XQ93E5HUS2fyV8tfRFIufcm/qU2PeBCR1Etf8m9uh9Ig9O5MOhIRkcSkMPnrt3xFRFKc/HW7p4ikVwqTvx7uJiKSwuSvlr+ISPqSf0MrZOuU/EUk1dKX/M3CA970cDcRSbH0JX+IP+eolr+IpFdKk7++5Ssi6ZbS5N+m5/uISKqlNPm3h1s9S8WkIxERSURVkr+Zfd7M1pnZWjP7iZk1mNkiM3vczDrN7KdmVhfXrY/znXH5wmrEcEia28FL0LN90nctIlILxp38zawD+CtgibufCmSBK4G/A77l7icAO4Fr40uuBXbG8m/F9SZXU1sYq99fRFKqWt0+OaDRzHLANGAz8AHgZ3H5XcAVcfryOE9cfqGZWZXiGBv9kLuIpNy4k7+7dwHfADYQkv5uYDWwy90LcbVNQEec7gA2xtcW4vqzR27XzJaZ2SozW9XdXeV78vVwNxFJuWp0+8wktOYXAUcDTcDS8W7X3W9z9yXuvqStrW28m9tfOfnrjh8RSalqdPt8EHjV3bvdfRC4DzgfaI3dQADzga443QUsAIjLZwCTe+W1rhny09TyF5HUqkby3wCcY2bTYt/9hcCzwCPAR+M61wD3x+nlcZ64/GH3Sf5ZLTN9y1dEUq0aff6PEy7cPgk8E7d5G/BF4Hoz6yT06d8eX3I7MDuWXw/cMN4YDktzu5K/iKRW7u1XeXvu/mXgyyOKXwHOHmXdPuBj1djvuDS1wfaXk45CRCQR6fyGL6jlLyKplu7k37sDioNJRyIiMulSnPzj7aP6OUcRSaEUJ399y1dE0kvJX/f6i0gKpTf56+FuIpJi6U3+Q8/3UbePiKRPepN/vhHqZ6jlLyKplN7kD/o5RxFJrZQnf/2Qu4ikU8qTvx7uJiLplPLk3w579SUvEUmfdCf/pjbo3w2DvUlHIiIyqdKd/PVFLxFJqXQn/5Z5Ydy1Otk4REQmWbqT/6L3wdxT4MEvQd+bSUcjIjJpqpL8zazVzH5mZs+b2XNmdq6ZzTKzFWb2UhzPjOuamd1sZp1mtsbMzqxGDIclm4cP3wx7NsPKv00sDBGRyVatlv93gH9195OAdwPPEX6ecaW7LwZWMvxzjZcAi+OwDLilSjEcnvlL4D1/Bk98HzY8nmgoIiKTZdzJ38xmABcQf6PX3QfcfRdwOXBXXO0u4Io4fTnwAw8eA1rNbN544xiXD/w3aOmAX/wVFPoTDUVEZDJUo+W/COgG/tHMnjKz75tZE9Du7pvjOm8A8dYaOoCNFa/fFMuSUz8dLvsmdD8Pv/12oqGIiEyGaiT/HHAmcIu7nwHsY7iLBwB3d8APZaNmtszMVpnZqu7uSfgi1okXw6l/BP/2Deh+YeL3JyKSoGok/03AJncvd5j/jFAZbCl358Rx+Wb6LmBBxevnx7L9uPtt7r7E3Ze0tbVVIcwxWPo1yE+DX3wOSqXJ2aeISALGnfzd/Q1go5m9IxZdCDwLLAeuiWXXAPfH6eXA1fGun3OA3RXdQ8lqngsX3wQbfgdP3pl0NCIiEyZXpe38JXC3mdUBrwCfJlQs95rZtcB64ONx3QeAS4FOoCeuWztO/wSs+Sms+DKcuBRajk46IhGRqrPQHV/blixZ4qtWrZq8HW5/GW45D074IFx59+TtV0SkisxstbsvGW1Zur/heyCzj4f3fRGe/yU894ukoxERqTol/wM57y+h/V3wy8/D+t8lHY2ISFUp+R9INg9/9A9Q1wR3XgoP/y8oDiYdlYhIVSj5H8zcd8Jnfgvvvgp+83W44+JwPUBEZIpT8n879dPhiu/Bx+4Mif/Wfw9P/hCmwIVyEZEDUfIfq1M+An/+/6DjTFj+Wbj3aujZkXRUIiKHRcn/UMzogKuXw0V/Cy/8KtwO+uKDOgsQkSlHyf9QZTJw/ufgT1eGLqEffxxuOT90BQ32JR2diMiYKPkfrnnvDheDL/8emIWuoG+fCo9+DfZOwoPoRETGQcl/PHL1cMYnQiVw9f1w9Jnw6FfhW6fA/dfBlmeTjlBEZFTVerZPupnBce8Pw7aX4LFb4Okfw1M/glnHwcyF0HpsGM88dni+cWZ4rYjIJNOzfSZKzw546ofw+lOwcz3sfA16R9wdVN8SKoD66VDXDPXNFePp0NASnjTafBRMnwfTjwrz2Xwib0lEppaDPdtHLf+JMm1WuDBcqe9N2BUrgp3rw3TfbujfC/1vQs/2UD6wN5QN7OWtv4Fj0DQnVATT5kCuAXJ1kK2DbH3FdF147cC+uK19MLBn//niAHgRSkXwUhhKxVDmDm3vgGPOgWPOhWPP0xNORY4gSv6TqaEFjnpXGMaiVIR93bBnM+zZEsZ743jPG6Gy6NkWHjtR6A/JvHJsFs4k6pri2UUTNLSG3yuuaw7XLCwDmWwYWzbczWSZUBG88Qw8/ZPw4/YQuqqOOReOPRcWnBO6sPKNE3a4DluhP1R+6lITOSAl/1qWyYYW/vSjkouhWIA31oQfuNnwO+j8Nay5Z3h546xQmbTMC2cGLR2hi6qxFXp3xQpqe+gG690xPD/YFyqOumnh19PyjXEcp5vmwIz5MOMYaF0Qpuua3hrbjpdDJbVl3fDw5ibIN4V4ZnTE+I4ejq9xVjir6tsdzrj63ozj3WHaS2H/02aHcVNbOMtqmh2m65pVsciUpz5/OTTu4TEXXatg9yZ48/Uw7InjfaPc5pqtj8l0Vkio02aH7qrBHhjsDeOB8vS+MN2zPXQ/VWqcFSqBlo6wv63PQ7E/LMvkYM6J0H4qzD4hJPI3u+Lwejhb8rf5ac76ljBYJpxRDfaMvp5lKiqsykorlk0/KpwVtS6M42PDtZparDDcoXdnOKPs3QltJ4W/kxwR1Ocv1WMGc04Iw2gK/aFLqm9XuJg9bXZIioea+ErFkLB3b4JdG2H3huHpXRtgeju8Z1lI9u2nhMSfqz/w9ooF2Lc1VAQ9O8JF9foWaJgRuuPqpocur0oDPaES2NcN+7YPT/fvGVFplSuu3rB88x/CvirlGqH1mDDUTx/ljCeOG1ph3mkwe/Fb4xmLYiEc+96dow97t4ZEv3dL6ErcuwVKlU+rtXA8F743DMeef+RWBqVSOCY92wEPZ3UNrYd33KegqrX8zSwLrAK63P0yM1sE3APMBlYDn3T3ATOrB34AnAVsB/7Y3V872LbV8pcpZ6AnVFK71g9f3N/5GuzeGC62D/YOj8tnL5XqpsPRp8PRZ0DHWeGZUjMWhEq0VAzb3t4J216Mw0thGFnp7CfeLNDcPnwXWfPc4bvI6lvg9afhtX+Djb+HQm942dxYGRzznnCbcsv8kCjHkiQH9sHurtAV19AK806fvOTasyN0Cb7xTDhWPdtC2b5tYbp351vPBi1b0d03J3b3tYUzuLaTwpN+p8+rzbO4URys5V/N5H89sARoicn/XuA+d7/HzG4F/uDut5jZXwCnuftnzOxK4CPu/scH27aSvxzRSsURZw5PQ9dq6HoStqwNF/BhOBHteGX/CqNxJsx5Rzgbm7EgdI81zqwYWsO4YUa4jjQWhQF4/Ul47bdh2Pj4/t1g2bqQBGcsGL6ukp823NVWTvh9u/ff7rTZcPyF4SdSj/8ANLeN58gFxUKoVLesHU72m9eE/Vfut6ltuNuxfE1nWkzy7vHMbtvweF/5rG8b9Fe8j/oZMPekUBm0nQRtJ8brQPHGifJNE+X5ocHCGCqmDfBwDaxQMVTON8yAd1xyWIdmwpO/mc0H7gJuAq4H/hPQDRzl7gUzOxf4irtfbGYPxunfmVkOeANo84MEouQvqVXoDxexX38yVAY9O2K324mha2jOieFC9ITHMQDdz8frPF1hPDTdFa7BlAohobZ0DF+bmdERzhRajg5dbp2/hpdXDl8bmnd6qAhOuDBUJiNvOS6Pi4XQDVje91AF07X/9RzLhGNSvqvuqHfBUaeFBD8e+7bB1ufCMagcj/zuzkToOAv+9OHDeulkJP+fAV8FpgN/A3wKeMzdT4jLFwC/cvdTzWwtsNTdN8VlLwPvcfdtI7a5DFgGcMwxx5y1fv36cccpIhOkVAy3HOcbxrBuKdxB1rkCOleGLqaRF/cPJls/fLZRrmRaF4SfXZ37znA9ZTK4h0ph+0vhrM09fkemtP93Z8rfm3EHPJZVTGPhuOUaw3WrfGP8/k5DKK+bfthnSBN6wdfMLgO2uvtqM3v/eLdX5u63AbdBaPlXa7siMgEy2bF3KWUy8XrG6XDBfwm3BL/223C7rWUrvndS/g5KNtzN1Tw3JPtps2ujz90sJOVqdF0loBp3+5wPfNjMLgUagBbgO0CrmeXcvQDMB7ri+l3AAmBT7PaZQbjwKyJp1NgK77ws6ShSZ9yX3d39Rnef7+4LgSuBh939E8AjwEfjatcA98fp5XGeuPzhg/X3i4hI9U3kPVdfBK43s07C7Z63x/Lbgdmx/HrghgmMQURERlHVL3m5+6PAo3H6FeDsUdbpAz5Wzf2KiMihScdX2UREZD9K/iIiKaTkLyKSQkr+IiIppOQvIpJCSv4iIimk5C8ikkJK/iIiKaTkLyKSQkr+IiIppOQvIpJCSv4iIimk5C8ikkJK/iIiKaTkLyKSQkr+IiIppOQvIpJC407+ZrbAzB4xs2fNbJ2ZfS6WzzKzFWb2UhzPjOVmZjebWaeZrTGzM8cbg4iIHJpqtPwLwH9295OBc4DrzOxkwm/zrnT3xcBKhn+r9xJgcRyWAbdUIQYRETkE407+7r7Z3Z+M03uA54AO4HLgrrjaXcAVcfpy4AcePAa0mtm88cYhIiJjV9U+fzNbCJwBPA60u/vmuOgNoD1OdwAbK162KZaN3NYyM1tlZqu6u7urGaaISOpVLfmbWTPwz8Bfu/ublcvc3QE/lO25+23uvsTdl7S1tVUrTBERoUrJ38zyhMR/t7vfF4u3lLtz4nhrLO8CFlS8fH4sExGRSVKNu30MuB14zt2/WbFoOXBNnL4GuL+i/Op41885wO6K7iEREZkEuSps43zgk8AzZvZ0LPuvwNeAe83sWmA98PG47AHgUqAT6AE+XYUYRETkEIw7+bv7bwE7wOILR1nfgevGu18RETl8+oaviEgKKfmLiKSQkr+ISAop+YuIpJCSv4hICin5i4ikkJK/iEgKKfmLiKSQkr+ISAop+YuIpJCSv4hICin5i4ikkJK/iEgKKfmLiKSQkr+ISAop+YuIpFBiyd/MlprZC2bWaWY3JBWHiEgaJZL8zSwLfBe4BDgZuMrMTk4iFhGRNEqq5X820Onur7j7AHAPcHlCsYiIpE5Syb8D2FgxvymWDTGzZWa2ysxWdXd3T2pwIiJHupq94Ovut7n7Endf0tbWlnQ4IiJHlKSSfxewoGJ+fiwTEZFJkFTyfwJYbGaLzKwOuBJYnlAsIiKpk0tip+5eMLPPAg8CWeAOd1+XRCwiImmUSPIHcPcHgAeS2r+ISJrV7AVfERGZOEr+IiIppOQvIpJCifX5i8jYuTu9g0UGCiUa8lnqcxnMLOmwACiWnL7BIoWig4EZGJAxi9NhXF6vv1Cib7BI32CJ/sLw2B2w+DoYem3GwMyoyxn1ufDe63KZ/abrchlyGZu0YzJYLNEzUIzvo0jGjFzWyGUy1GUzYTpr5DMZMhnD3SmWnKI7pRIUy/Mlx90xi+8TwzL7H7+MGQ35bNXfg5K/HBJ3Z29/gT19BQYKJQaLJQaLTqFUMV0M/8nrc5k4ZKnP7z+dMRt6/UChRH8hjAfifKFYouhOoeSUSsPj8oemLpuhoS7LtHyWxrosjfksDfks0+qy1OezFCq2G4bi0Hyh6GQMMhkjmwkfuoyVp0PyGBlPmA7bKJSckgMexqU4dveKaXA8jD2MS7Gs5Ay9l1IpvKZYCtsZKJbY01dgd+8gb5aHvkF29w4yWPShv4MZNOaH33f5GOSz4X0MDxmyRhhnwvvMxOw8MsEYMFhyChV/00LR4981vO++wSK9MXH3DRbpHwzHqFaU33euYpzLZsjGv2+ufHwq5y1UGl7+2xESdMnD8S65018o0TtQDMNgkULJ3yaSYWbh/8PhOn1BK/9y3fmHv4EDUPKvolLJ2dkzwLa9A2zb28+2vf3s6y8OfXgGiiUGC77ffDlRFovDiW044YXlA+UPX/wgDhTDB7RY8qEP7lAry4aTWabiQ5C14f/4uYrkYPG1mYrtZGLrbV9/cSjxlIc3ewc5hP/3cgAZY6iyGa54IJ/N0NKYp6UhR0tjno6ZjcxozNPSkGdGY566XGaotVlOxL0DIRH3DBQYLA63KAeLJYql4tB8MVY0Tkxs4V8oi5VYPpsZSpj57HDybKzLks9maMhlaciH+fpcqHga8hka81ly2Qwes5xXVHTl6WxswTbkM/G1lQ2DLBkL8QxVmBXTRXcGix4r8OFKpz+eSfQXSkPvsVByiqXS0LEozxdLUCyV4rzvt37JPXweKFeI5UoxtMbr8xmm1cWKNjYyQmMjR30ug0P8jIb9livLwfg5Lf+Ny3/zbIahirlc8YS/xXBjoXz85k6vn5D/g0r+Y+Tu7OoZZMOOHtbv6GHjjh7Wb9/H5t19Q8l+x74BimPIjNmMkY+nhCEhh1ZZLpPZv9VmRj5n5LMZ8pkM9fkMTfU58tkMdbnwn8hjbOWWSth9GO9XiZRK9BWGW9GFYrmVOvzBL5+SlltA0+qzzGjMM6upjkVzmvZLQi2NuXiqnQnxZYcTRj6bIWOh9dwfT+krp/sGS5Tch07X67Ll0/jyfDaeQg9XYOXT6mys1AYKpdACjS2xnoFyizQMuXi86rIZ6vPZMI77yGUz4b3HFvz+LfDw96vLVcSUzQ7HOtS9MLKyHDGmXBkPT5db15lMbXTXSLop+R9A165eVqx7g8df3cGGHT1s2N7Dnv7CfuvMaa6no7WBjtYG3j1/BnOa65nTXMec6fVxup7pDbmh5BjGIcGLiCRJyT9yd17YsoeH1m3hoWffYG3XmwAsmNXI8W3NnHXsTI6ZNY1jZk3j2NlNLJjVyLQ6HT4RmZpSn72e3LCTXz2zmYee3cL67T0AnHlMKzdcchIXndzO8W3NCUcoIlJ9qU7+/7p2M5/50ZPks8Z5x89h2QXHcdE725nb0pB0aCIiEyq1yb9Ycr7x0IssntvMfX9xHtMb8kmHJCIyaVL7Dd9frnmdzq17+fxFJyrxi0jqpDL5F4olvv3rlzjpqOksPeWopMMREZl0qUz+//L067y6bR+fv+hE3XMtIqmUuuQ/WCxx88qXOLWjhQ+d3J50OCIiiUhd8r/vyU1s2NHD9RedWDMPxhIRmWzjSv5m9nUze97M1pjZz82stWLZjWbWaWYvmNnFFeVLY1mnmd0wnv0fqoFCiZtXdvLuBa38h3fMncxdi4jUlPG2/FcAp7r7acCLwI0AZnYy4UfZTwGWAt8zs6yZZYHvApcAJwNXxXUnxT+t3kjXrl61+kUk9caV/N39IXcvP/DmMWB+nL4cuMfd+939VaATODsOne7+irsPAPfEdSdc32CRv3+4k7OOnckFi+dMxi5FRGpWNfv8/wT4VZzuADZWLNsUyw5U/hZmtszMVpnZqu7u7nEH99MnNrJ5d59a/SIijOEbvmb2a2C0m+G/5O73x3W+BBSAu6sVmLvfBtwGsGTJknE9Qb5vsMh3H+nk7EWzOO/42VWJT0RkKnvb5O/uHzzYcjP7FHAZcKGXf8kBuoAFFavNj2UcpHzC3P34Brbu6efmq85Qq19EhPHf7bMU+ALwYXfvqVi0HLjSzOrNbBGwGPg98ASw2MwWmVkd4aLw8vHE8HZ6Bgrc8mgn558wm3OOU6tfRATG/2C3vwfqgRWxRf2Yu3/G3deZ2b3As4TuoOvcvQhgZp8FHgSywB3uvm6cMRzUjx5bz7a9A9z6wRMncjciIlPKuJK/u59wkGU3ATeNUv4A8MB49jtW+/oL3Pp/X+GCE9tYsnDWZOxSRGRKOKIf6byvv8DZC2fxZ+87LulQRERqyhGd/Oe2NHDrJ89KOgwRkZqTumf7iIiIkr+ISCop+YuIpJCSv4hICin5i4ikkJK/iEgKKfmLiKSQkr+ISArZ8IM4a5eZdQPrD7LKHGDbJIVzqBTb4VFsh0exHZ4jNbZj3b1ttAVTIvm/HTNb5e5Lko5jNIrt8Ci2w6PYDk8aY1O3j4hICin5i4ik0JGS/G9LOoCDUGyHR7EdHsV2eFIX2xHR5y8iIofmSGn5i4jIIVDyFxFJoSmd/M1sqZm9YGadZnZD0vGMZGavmdkzZva0ma1KOJY7zGyrma2tKJtlZivM7KU4nllDsX3FzLrisXvazC5NIK4FZvaImT1rZuvM7HOxPPHjdpDYauG4NZjZ783sDzG2/xHLF5nZ4/Hz+lMzq6uh2O40s1crjtvpkx1bRYxZM3vKzH4Z5yfmuLn7lBwIPwD/MnAcUAf8ATg56bhGxPgaMCfpOGIsFwBnAmsryv43cEOcvgH4uxqK7SvA3yR8zOYBZ8bp6cCLwMm1cNwOElstHDcDmuN0HngcOAe4F7gylt8K/HkNxXYn8NEkj1tFjNcDPwZ+Gecn5LhN5Zb/2UCnu7/i7gPAPcDlCcdUs9z9N8COEcWXA3fF6buAKyYzprIDxJY4d9/s7k/G6T3Ac0AHNXDcDhJb4jzYG2fzcXDgA8DPYnlSx+1AsdUEM5sP/Efg+3HemKDjNpWTfwewsWJ+EzXyn7+CAw+Z2WozW5Z0MKNod/fNcfoNoD3JYEbxWTNbE7uFEumSKjOzhcAZhJZiTR23EbFBDRy32HXxNLAVWEE4S9/l7oW4SmKf15GxuXv5uN0Uj9u3zKw+idiAbwNfAEpxfjYTdNymcvKfCt7r7mcClwDXmdkFSQd0IB7OKWumBQTcAhwPnA5sBv5PUoGYWTPwz8Bfu/ublcuSPm6jxFYTx83di+5+OjCfcJZ+UhJxjGZkbGZ2KnAjIcZ/B8wCvjjZcZnZZcBWd189Gfubysm/C1hQMT8/ltUMd++K463AzwkfglqyxczmAcTx1oTjGeLuW+KHtAT8AwkdOzPLE5Lr3e5+XyyuieM2Wmy1ctzK3H0X8AhwLtBqZrm4KPHPa0VsS2M3mrt7P/CPJHPczgc+bGavEbqxPwB8hwk6blM5+T8BLI5XwuuAK4HlCcc0xMyazGx6eRr4ELD24K+adMuBa+L0NcD9Ccayn3JyjT5CAscu9rfeDjzn7t+sWJT4cTtQbDVy3NrMrDVONwIXEa5JPAJ8NK6W1HEbLbbnKypzI/SpT/pxc/cb3X2+uy8k5LOH3f0TTNRxS/rK9jivil9KuMvhZeBLScczIrbjCHcg/QFYl3R8wE8I3QCDhH7Dawn9iSuBl4BfA7NqKLYfAs8AawjJdl4Ccb2X0KWzBng6DpfWwnE7SGy1cNxOA56KMawF/nssPw74PdAJ/BNQX0OxPRyP21rgR8Q7gpIagPczfLfPhBw3Pd5BRCSFpnK3j4iIHCYlfxGRFFLyFxFJISV/EZEUUvIXEUkhJX8RkRRS8hcRSaH/D1J6jGHDCqlAAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/14GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/14LeNet5Half_loss_40.npy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "teacher:99.09%(ep=26)\n",
    "\n",
    "student:97.81%(ep=16)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAX0AAAD4CAYAAAAAczaOAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8QVMy6AAAACXBIWXMAAAsTAAALEwEAmpwYAAAafUlEQVR4nO3dfZRcd33f8fd3ZnZXq109S7tWJNnyg2KQnaIa1RhMHGPA2AZq56E59iHFJ6V1SkxK04fEtDmFknJCcw6BJAec2LGDSRooDXVxiItxzFMDOHgFxkhgW7It21r0LFkPu9qHmfn2j9/v7t5dzWqllXbu7P4+r6N77p07o5nv/Gbmc3/3N3fumrsjIiJpKBVdgIiINI9CX0QkIQp9EZGEKPRFRBKi0BcRSUil6AJOZeXKlb5+/fqiyxARmVO2bNlywN1XNbqupUN//fr19PX1FV2GiMicYmYvTnWdhndERBKi0BcRSYhCX0QkIQp9EZGEKPRFRBKi0BcRSYhCX0QkIfMz9IeOwNc/Cru2FF2JiEhLmZ+h7w5f/z146TtFVyIi0lLmZ+gvWALldji+t+hKRERayvwMfTPo7oXj+4quRESkpczP0Afo7oEBhb6ISN78Df2uHvX0RUQmmb+h392jMX0RkUnmcej3wuBBqNeKrkREpGXM49DvAa/DwIGiKxERaRnzO/RBQzwiIjnzOPR7w1xf5oqIjJnHoR97+jpsU0RkzPwN/S4N74iITDZ/Q7+jG9q6NLwjIpIzf0MfdKy+iMgk8zz0df4dEZG8eR76OhWDiEheAqGv4R0Rkcw8D/1eGHoFqsNFVyIi0hLmeehnx+rvL7YOEZEWMW3om9n9ZrbPzLbm1n3IzPrN7Mk43ZS77gNmtsPMnjGzt+XW3xDX7TCzu879U2lg7Fe5GuIREYHT6+l/GrihwfqPu/umOD0MYGYbgVuBy+L/+ZSZlc2sDHwSuBHYCNwWbzu7xn6gpS9zRUQAKtPdwN2/aWbrT/P+bgY+5+7DwAtmtgO4Ml63w92fBzCzz8Xb/ujMSz4D3Qp9EZG8sxnTf5+ZPRWHf5bFdWuAl3O32RXXTbV+din0RUQmmGno3w1cDGwCdgMfO1cFmdkdZtZnZn3795/lF7CVDliwVGP6IiLRjELf3fe6e83d68C9jA/h9APrcjddG9dNtb7Rfd/j7pvdffOqVatmUt5EOlZfRGTMjELfzFbnLv48kB3Z8xBwq5l1mNmFwAbgu8ATwAYzu9DM2glf9j4087LPQHevDtkUEYmm/SLXzD4LXAusNLNdwAeBa81sE+DATuDXANx9m5l9nvAFbRW4091r8X7eBzwClIH73X3buX4yDXX3wE++35SHEhFpdadz9M5tDVbfd4rbfwT4SIP1DwMPn1F150KXzr8jIpKZ37/IhdDTHzkOIwNFVyIiUrgEQl9/K1dEJKPQFxFJSAKhHw/71GGbIiIphH7s6Q+opy8iMv9Df+FKwDS8IyJCCqFfrkDXSg3viIiQQuiDjtUXEYnSCH39gXQRESCZ0O9V6IuIkEzoxzNtuhddiYhIodIJ/dowDB0puhIRkUIlEvrZsfo6xbKIpC2R0M/+bKIO2xSRtCUS+tn5dxT6IpK2NEK/K+vpa3hHRNKWRuh3LoNSRT19EUleGqFfKulXuSIipBL6EE6xrJ6+iCQuodDv1emVRSR5CYW+hndERBIK/Xj+nXq96EpERAqTTuh39YDX4MShoisRESlMOqE/9qtcDfGISLoSCn39KldEJMHQV09fRNKVUOivCnMdtikiCUsn9DsWQ2WBhndEJGnphL6ZjtUXkeSlE/oQj9VXT19E0pVW6Hf16PTKIpK0tEI/+wPpIiKJSiz0e2HwINRGi65ERKQQiYV+D+AwcKDoSkRECpFg6KNj9UUkWYmFvn6VKyJpSyz0s5Ou6ctcEUlTWqHfpTNtikja0gr99oXQvkihLyLJmjb0zex+M9tnZltz65ab2aNmtj3Ol8X1ZmZ/ZGY7zOwpM7si939uj7ffbma3z87TOQ06Vl9EEnY6Pf1PAzdMWncX8Ji7bwAei5cBbgQ2xOkO4G4IGwngg8DrgCuBD2YbiqbL/myiiEiCpg19d/8mMPlvDN4MPBCXHwBuya3/jAePA0vNbDXwNuBRdz/k7oeBRzl5Q9Ic3at0yKaIJGumY/q97r47Lu8B4rGQrAFezt1uV1w31fqTmNkdZtZnZn3798/CeXJ00jURSdhZf5Hr7g74Oaglu7973H2zu29etWrVubrbcd09MHQERofO/X2LiLS4mYb+3jhsQ5xn4yX9wLrc7dbGdVOtb77sB1oa4hGRBM009B8CsiNwbge+mFv/7ngUz1XAkTgM9AhwvZkti1/gXh/XNd/Ysfo6xbKIpKcy3Q3M7LPAtcBKM9tFOArno8Dnzew9wIvAL8ebPwzcBOwABoFfBXD3Q2b2u8AT8XYfdvfJXw43h36VKyIJmzb03f22Ka56c4PbOnDnFPdzP3D/GVU3G8bOv6PQF5H0pPWLXICu+OWwjtUXkQSlF/qVduhcpi9yRSRJ6YU+6Fh9EUlWoqHfo+EdEUlSoqGv8++ISJrSDP0u9fRFJE1phn53D4wOwPDxoisREWmqRENfx+qLSJrSDP1lF4T5c18ttg4RkSZLM/TPfz1ceA089rtwbE/R1YiINE2aoW8G7/gEVIfgy3dNe3MRkfkizdAHWHExXPMfYduD8OxXiq5GRKQp0g19gKvfDysvhb/99zAyUHQ1IiKzLu3Qr7TDOz8BR16Cr/9e0dWIiMy6tEMf4II3wBXvhu98CnY/VXQ1IiKzSqEP8NYPw8Ll8Dfvh3qt6GpERGaNQh/CqZZv+Cj85HvwxJ8VXY2IyKxR6Gcu/0W4+Dp47MNwpJi/2S4iMtsU+hkzePsfQL0K//e3iq5GRGRWKPTzll8IP/fb8PSX4Om/LboaEZFzTqE/2Rt+A3o2wpd+E156vOhqRETOKYX+ZOU2+IV7odIB998AX/kdGB0quioRkXNCod/IeZfDe78Nr70dvv3H8Kc/C7u2FF2ViMhZU+hPpWMRvPMP4Ve+EP7Yyn1vDUf2VIeLrkxEZMYU+tO55C3w69+B19wK/+9jcM+b9MtdEZmzKkUXMCd0LoVbPgWvfmf41e69b4JN74Ley2D5RWFasi6cy0dEpIUp9M/EpTfCutfBI/8Jtn4BvvfA+HVWCsGfbQRWXQq9l0PvxvCLXxGRFmDuXnQNU9q8ebP39fUVXUZj7jBwAA4932B6DoaOjN92ybqwV9B7WdwQXA4rLoGSRtdE5Nwzsy3uvrnRderpz5QZdK8K0/mvm3ide/gzjHu3wd4fhvmerbD9UfB4QrfOZXD+G2D91XDB1XDez0Cp3PznISJJUejPBjNYvDpMG94yvr46DPufDl8Ev/Q4vPgteCb+8rdjMZx/VdgAnH8VLFwBbQuhvStM5bZinovIVNzDHx8aGYD6aDiFSb0GtWw5TrWR8N6fMB+Ky6PhSLlF58VpdegQmZ2bGut1GD4CAwdh8EDYOx/Mlg/C6CDg4blMmMf/X24Ln8O2BdDWGZc7odIZ1pXaQmfNymGeX3aHE4fj42XTofHl6nDsOPZCd0+cT1ruXHpu2iFHod9MlQ5Y/ZowXfHPw7oj/fDit8MG4MVvwfYp/nRjqQ3aF0J7d9gILFgSNhQLlsQpt1yqwNBRGD4Wp6Nxipc7l4VfHfdsDN85rLw0vIFnyh28Hj/go+FDnX3YayPj62oj4UM4XRtlz6Vj8cz2fk68Agd3wIFn47Q9zI/vDaGyeA0sWQOL14b5krVhuWtF+MBaKX54S7nLc3worl6Hgf1w7CdhL/ToT+DYbji6Gwb2hdewVAnPu9wWlyvj7T90NAxZTp58Fk5FXm6H7mwj0AsLV0LXytARmjy1d4XncWQXHHk5zuP0ystwfE94LzbS1hU+U1jcyEyeE967oyfCxuFsn2vbwlj38jAvt4fX5MD28N6sjUy8/epN8GvfOLvHbEBj+q3m+D7o/14I6ZGB8GYbGYTRgfH58PFw/eQP4OQ3DRZ6UR2LQoB2LIKO7vBG2//M+O2tBMsvhp5Xh8lK8T6PwtAruceKG49a7MF5bbw3N1vaF03cCJxqj6c2CodfCB+gTKkt/D3kFZeEEDm+N4ZCfwi7M9HWFTaYnctCD2xsOV7Gchu44Ykbu1o1bDhKlVBTPljLbeH/NnpNh46E9aNDU4dyqRL+v9cbT/UanDh08utkpfGepZXHe+r1fE+9FjYI+U7F5Km9K/Z443PJahpbV4HKAih3hCPcKgtC4FU6wnzoFTi2N4T38Tg/tmd8GjwY6vdpOgwQHm/xmvA92pK1YW+7a1UM25Vhw55tRNo6z+z1r42Gz+PoifFp7HNQzy3Xxts6C/jO5XEDMwX30A7H94U2OL4vtNOr33FmNUanGtNX6M8no0MhJOrV8CFt65q6h1qrhi+d922DvT+CfXE69ALgMWwn7UFkG45ye+6DnQ+fuK7cHj785faTl+1UPXcPu/1Zr7JRCJ7qg28lWHYBrPzp8WnpBSF0GqkOw9H+sAE42h92vb0ePrhZWOaDc3Qw7K5PngYPhaDMK3fEUIvPvVQJ91MbDbfNNpxZwEKuzZecHLKVjvFgyQ+lZHtX2fOfPJXivHMZLPqpEILZvKtn6rZpNfVaeP0HD04cohkZCHtvWch39+i7MRT6ciaqwxN362V67nFs2MY3iGcyJu1xLHmuDyFJy9DRO3L6Kh1FVzD3mIUhjrP5/+fqi0uRaahrISKSEIW+iEhCFPoiIglR6IuIJOSsQt/MdprZD83sSTPri+uWm9mjZrY9zpfF9WZmf2RmO8zsKTO74lw8AREROX3noqf/JnfflDs86C7gMXffADwWLwPcCGyI0x3A3efgsUVE5AzMxvDOzUB2zuEHgFty6z/jwePAUjNbPQuPLyIiUzjb0HfgK2a2xczuiOt63X13XN4D9MblNcDLuf+7K66bwMzuMLM+M+vbv3//WZYnIiJ5Z/vjrDe6e7+Z9QCPmtnT+Svd3c3sjH7y6+73APdA+EXuWdYnIiI5Z9XTd/f+ON8HPAhcCezNhm3iPDurVT+wLvff18Z1IiLSJDMOfTPrMrNF2TJwPbAVeAi4Pd7sduCLcfkh4N3xKJ6rgCO5YSAREWmCsxne6QUetHDOkArwV+7+ZTN7Avi8mb0HeBH45Xj7h4GbgB3AIPCrZ/HYIiIyAzMOfXd/HnhNg/UHgTc3WO/AnTN9PBEROXv6Ra6ISEIU+iIiCVHoi4gkRKEvIpIQhb6ISEIU+iIiCVHoi4gkRKEvIpIQhb6ISEIU+iIiCVHoi4gkRKEvIpIQhb6ISEIU+iIiCVHoi4gkRKEvIpIQhb6ISEIU+iIiCVHoi4gkRKEvIpIQhb6ISEIU+iIiCVHoi4gkRKEvIpIQhb6ISEIU+iIiCVHoi4gkRKEvIpIQhb6ISEIU+iIiCVHoi4gkRKEvIpIQhb6ISEIU+iIiCVHoi4gkRKEvIpIQhb6ISEIU+iIiCVHoi4gkpOmhb2Y3mNkzZrbDzO5q9uOLiKSsqaFvZmXgk8CNwEbgNjPb2MwaRERS1uye/pXADnd/3t1HgM8BNze5BhGRZDU79NcAL+cu74rrxpjZHWbWZ2Z9+/fvb2pxIiLzXct9kevu97j7ZnffvGrVqqLLERGZV5od+v3AutzltXGdiIg0QbND/wlgg5ldaGbtwK3AQ02uQUQkWZVmPpi7V83sfcAjQBm43923NbMGEZGUNTX0Adz9YeDhZj+uiIi04Be5IiIyexT6IiIJUeiLiCREoS8ikpCmf5ErJ6vW6gwM1zg2PMrAcI3BkSp1d9yh7uDuOFB3h/Avd32YO069Hi8T/8+k22brqzVntFZnpFZnpBrmo1VnpFZjtOaYQVupRKVstJVLtJWNSinMy6USdXfq7tTqYQrL4XHqdadUMkpmlIwwL4XlcskwwnMK9wH1+P/rY8+lQd1jzwnMwACz8BhmULLxy+2VEgvaSnRUyifNK2ULz7daZ7haZ7haY3h0fLlWd4Cx+zWgFGs2M+rujNacWr3OaC20YzUu1+p1iLez+Lwt3lcp3AE2zfugXDLKse3KJSiXSpSzdjPDc+2UvS9C+4fXP+Pe+L7byiXay0alXBp7XdvKJSrx/onvD4D8XRjQVinRXi7RHudtcbmjUqJcsrHXisnvzWmec3a70Vp9QntWa85ovU6tNvE+vMGTq8T3Z6UUnlu4HNfF5bax9fH9HJ93yYxaPTxu9n4Ol33s/ZC9JqUSlM3G3tPlUuM2GyvRoeb5z8jE5cmf7Xo9vI5ZmyxsL3NJz6JpWvDMKfTP0JETo+w6PMjhgVFGajVGqj4entU6I9UQnCdGawyMVDkxUhsL8oGRGidGqgwMh+sGhqscG6oyXK0X/bSA8OaulAx3GK3XG4ZHUbIQhrDRaBXZBjIEc35DNR56+UAUOV2b1i3l/9x59Tm/X4V+A/uODdG38zC7Dg/Sf/gEuw6foP+VE/QfPsGx4epp3097pURXe5mF7RUWtpdZ2FGhq73MTy1to6ujQnecuuLU3VGmu6ONhe3lsd6xEXud+WUYv35CjzJcD7neaq7XGa6zsR5eeyX02DriPOu5ZGr12AOrO9Va1qP10IMvWej1xB5P2eyk4Mv3aPI9+nKu9mxvIHvs0qSessXbTeaTepNZT2kk9tqHRk+ej9brdJRLdMSef0clzttC77VcDhs8fOIeU9YjK5UsBHyu9zi5zWYq67XX4vOo5XqGtbqPPX6255Bvu/zrnslfHu9Nh9cz61WP5JYbye7DnbBnmO0V1sb3lrK9HCO8Mcf2cErj79fplEsTe+Btk3rspWnuJHt/hnnotU/Ya8jtPdQmrXP3Cb3+Snn8/VzK9eRr8TVxn9hjz/bfTm7/sCLbU5vwecl9VrLXr2Tj7/WsDZcsbJu+8WZAoR+9dHCQR7bt4ZFte9jy0uGxntmiBRXWLO1k7bJOrrpoBWuWdrJmWScrutrDrm7cxW0vl2OIhiGGzrYylfLc/sokDDeUiy6jobFhlEmDJp3tZWB2PiyzyWLg6AMpsy3Z95i78+ze43x56x6+vG0PP959FICNqxfzm2/5aa69dBUXrOhiSefcCxARkakkGfovHRzkXzzwBDv2HccMXnv+Mn7n7a/mbZedx7rlC4suT0Rk1iQZ+h//u2fpP3yC/3bL5Vx/WS89ixYUXZKISFMkF/o7DwzwxSf7ec8bL+RXrrqg6HJERJpqbn/TOAOf/NoO2sol/tU1FxVdiohI0yUV+i8fGuTB7/dz25Xna0hHRJKUVOjf/Y3nKJnxr3/u4qJLEREpRDKhv/vICf66bxf/bPNazluiXr6IpCmZ0P/TbzxP3Z33XqtevoikK4nQ33dsiM9+9yV+4Yo1rF2m4/BFJF1JhP6933ye0VqdX7/2kqJLEREp1LwP/YPHh/nLx1/i5k1rWL+yq+hyREQKNe9D/76/f4Ghao0736RevojIvA79VwZH+Mx3XuSmn1nNJT3dRZcjIlK4eR36f/6tnRwfrvIb16mXLyIC8zj0jw6Ncv+3XuD6jb286rzFRZcjItIS5m3of+bbOzk2VOXfvHlD0aWIiLSMeRn6A8NV7vv7F7juVT1cvmZJ0eWIiLSMeXlq5ePDVV5/8Qr+5c/qTJoiInnzMvR7Fy/gU+96bdFliIi0nHk5vCMiIo0p9EVEEqLQFxFJiEJfRCQhCn0RkYQo9EVEEqLQFxFJiEJfRCQh5u5F1zAlM9sPvHiKm6wEDjSpnDOl2mZGtc2MapuZ+VrbBe6+qtEVLR360zGzPnffXHQdjai2mVFtM6PaZibF2jS8IyKSEIW+iEhC5nro31N0Aaeg2mZGtc2MapuZ5Gqb02P6IiJyZuZ6T19ERM6AQl9EJCFzMvTN7AYze8bMdpjZXUXXM5mZ7TSzH5rZk2bWV3At95vZPjPbmlu33MweNbPtcb6shWr7kJn1x7Z70sxuKqCudWb2NTP7kZltM7P3x/WFt9spamuFdltgZt81sx/E2v5rXH+hmf1D/Lz+TzNrb6HaPm1mL+TabVOza8vVWDaz75vZl+Ll2Wk3d59TE1AGngMuAtqBHwAbi65rUo07gZVF1xFruQa4AtiaW/f7wF1x+S7gv7dQbR8C/kPBbbYauCIuLwKeBTa2QrudorZWaDcDuuNyG/APwFXA54Fb4/o/Ad7bQrV9GvilItstV+O/A/4K+FK8PCvtNhd7+lcCO9z9eXcfAT4H3FxwTS3L3b8JHJq0+mbggbj8AHBLM2vKTFFb4dx9t7t/Ly4fA34MrKEF2u0UtRXOg+PxYlucHLgO+Ou4vqh2m6q2lmBma4G3A38WLxuz1G5zMfTXAC/nLu+iRd70OQ58xcy2mNkdRRfTQK+7747Le4DeIotp4H1m9lQc/ilk6CljZuuBf0zoGbZUu02qDVqg3eIQxZPAPuBRwl75K+5ejTcp7PM6uTZ3z9rtI7HdPm5mHUXUBnwC+C2gHi+vYJbabS6G/lzwRne/ArgRuNPMrim6oKl42HdsmR4PcDdwMbAJ2A18rKhCzKwb+ALwb939aP66otutQW0t0W7uXnP3TcBawl75q4qoo5HJtZnZ5cAHCDX+E2A58NvNrsvM3gHsc/ctzXi8uRj6/cC63OW1cV3LcPf+ON8HPEh487eSvWa2GiDO9xVczxh33xs/nHXgXgpqOzNrI4Tq/3D3/x1Xt0S7NaqtVdot4+6vAF8DXg8sNbNKvKrwz2uuthvicJm7+zDw5xTTblcD/9TMdhKGq68D/pBZare5GPpPABviN9vtwK3AQwXXNMbMusxsUbYMXA9sPfX/arqHgNvj8u3AFwusZYIsVKOfp4C2i+Op9wE/dvc/yF1VeLtNVVuLtNsqM1salzuBtxK+c/ga8EvxZkW1W6Pans5txI0wZt70dnP3D7j7WndfT8izr7r7u5itdiv6G+sZfst9E+GoheeA/1x0PZNqu4hwRNEPgG1F1wd8lrC7P0oYF3wPYbzwMWA78HfA8haq7S+AHwJPEUJ2dQF1vZEwdPMU8GScbmqFdjtFba3Qbv8I+H6sYSvwX+L6i4DvAjuA/wV0tFBtX43tthX4S+IRPkVNwLWMH70zK+2m0zCIiCRkLg7viIjIDCn0RUQSotAXEUmIQl9EJCEKfRGRhCj0RUQSotAXEUnI/wfKyIf99lG2ZAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/15GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/15LeNet5Half_loss_40.npy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "teacher:\n",
    "* 99.17(ep=39)\n",
    "* 无lr_scheduler\n",
    "\n",
    "student:\n",
    "* 97.160%,from ep17"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/16GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/16LeNet5Half_loss_40.npy\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "teacher:\n",
    "* 98.74(ep=6)\n",
    "\n",
    "student:\n",
    "* 97.870%,from ep35"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/17GeneratorA_loss_40.npy\")\n",
    "draw_loss(\"/home/ubuntu/YZP/gitee/paper-reading/models/ckpt/lossfile/17LeNet5Half_loss_40.npy\")"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "b616bc69f5e56e869b6afa9b75bee44fb0b9cfffce48900ded2d9beddfe2e77a"
  },
  "kernelspec": {
   "display_name": "Python 3.6.13 64-bit ('torch-1.7': conda)",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
